Systems and methods for medical data aggregation, transformation, and presentation are provided. In one example, a method comprises accessing first and second patient data relating to first and second medical conditions. Attributes and supplementary attributes in a data structure are derived. Sets of attributes and supplementary attributes are selectively presented as directly-editable medical notes in a user interface having enhanced user functionality.